Tag: ate

Causal Inference as Distribution Adaptation: Optimizing ATE Risk under Propensity Uncertainty arXiv:2512.18083v1 Announce Type: new Abstract: Standard approaches to causal inference, such as Outcome Regression and Inverse Probability Weighted Regression Adjustment (IPWRA), are typically derived through the lens of missing data imputation and identification theory. In this work, we unify these methods from a Machine…